| title: “DATA 622 - Machine Learning and Big Data” editor_options: chunk_output_type: console |
Meetup Link:
Click Here to Join the Meetups on Zoom
| Date | Start Time | Module | Slides | Video |
|---|---|---|---|---|
| Jan 26 | 06:45PM | Introduction to Machine Learning | Meetup 1 Slides | Meetup 1 Video |
| Feb 2 | 06:45PM | Bias-Variance Trade-Off | ||
| Feb 9 | 06:45PM | The Linear Model | ||
| Feb 16 | 06:45PM | Classification | ||
| Feb 23 | 06:45PM | Generative Classification Models and Class Imbalance | ||
| Mar 2 | 06:45PM | Resampling and Cross-Validation | ||
| Mar 9 | 06:45PM | Regularization and Model Selection | ||
| Mar 16 | 06:45PM | Tree Models | ||
| Mar 23 | 06:45M | Ensemble Models | ||
| Mar 30 | 06:45PM | Causal Inference | ||
| Apr 6 | No Meetup (Spring Break) | |||
| Apr 13 | 06:45PM | Model Interpretation, Communication, and Ethics | ||
| Apr 20 | 06:45PM | Neural Networks | ||
| Apr 27 | 06:45PM | Deep Learning | ||
| May 4 | 06:45PM | Unsupervised Learning | ||
| May 11 | 06:45PM | Pretrained Models |
Links to Vignettes and Additional Videos
| Week | Video Link | Announcement Link |
|---|---|---|
| Week 1 | Course Intro | Details |